A survey on model-based, heuristic, and machine learning optimization approaches in RIS-aided wireless networks

H Zhou, M Erol-Kantarci, Y Liu… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) have received considerable attention as a key
enabler for envisioned 6G networks, for the purpose of improving the network capacity …

Heuristic algorithms for RIS-assisted wireless networks: Exploring heuristic-aided machine learning

H Zhou, M Erol-Kantarci, Y Liu… - IEEE Wireless …, 2024 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) are a promising technology to enable smart radio
environments. However, integrating RISs into wireless networks also leads to substantial …

Exploring reconfigurable intelligent surfaces for 6G: State‐of‐the‐art and the road ahead

S Basharat, M Khan, M Iqbal, US Hashmi… - IET …, 2022 - Wiley Online Library
Reconfigurable intelligent surfaces (RISs) are envisioned to transform the propagation
space into a smart radio environment (SRE) to realize the diverse applications of sixth …

A survey on reinforcement learning for reconfigurable intelligent surfaces in wireless communications

AA Puspitasari, BM Lee - Sensors, 2023 - mdpi.com
A reconfigurable intelligent surface (RIS) is a development of conventional relay technology
that can send a signal by reflecting the signal received from a transmitter to a receiver …

Pervasive machine learning for smart radio environments enabled by reconfigurable intelligent surfaces

GC Alexandropoulos, K Stylianopoulos… - Proceedings of the …, 2022 - ieeexplore.ieee.org
The emerging technology of reconfigurable intelligent surfaces (RISs) is provisioned as an
enabler of smart wireless environments, offering a highly scalable, low-cost, hardware …

Achievable rate optimization for MIMO systems with reconfigurable intelligent surfaces

NS Perović, LN Tran, M Di Renzo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs) represent a new technology that can shape the
radio wave propagation in wireless networks and offers a great variety of possible …

How can reconfigurable intelligent surfaces drive 5G-advanced wireless networks: A standardization perspective

R Liu, GC Alexandropoulos, Q Wu… - 2022 IEEE/CIC …, 2022 - ieeexplore.ieee.org
The reconfigurable intelligent surface (RIS) is a promising technology for achieving smart
radio environment in future wireless networks with significantly reduced cost. While most …

Reconfigurable intelligent surfaces: Potentials, applications, and challenges for 6G wireless networks

S Basharat, SA Hassan, H Pervaiz… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
Reconfigurable intelligent surfaces (RISs), with the potential to realize smart radio
environments, have emerged as an energy-efficient and a cost-effective technology to …

Energy efficiency optimization in ris-aided wireless networks: Active versus nearly-passive ris with global reflection constraints

RK Fotock, A Zappone… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This work addresses the topic of energy efficiency (EE) maximization in wireless networks
aided by a reconfigurable intelligent surface (RIS), considering both active and nearly …

Learning-based Reconfigurable Intelligent Surface-aided Rate-Splitting Multiple Access Networks

DT Hua, QT Do, NN Dao, TV Nguyen… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Rate-splitting multiple access (RSMA) and reconfigurable intelligent surface (RIS)
techniques show promise in enhancing spectral efficiency in sixth-generation Internet of …